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arXiv — cs.AI

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PrivMeSA: Privacy-Aware Self-Evolving Multi-Agent System for Medicine via Local-Remote LLM Collaboration

Clinical large language model (LLM) agents deployed locally can consult more capable remote models, but doing so risks exposing patient information. Privacy-conscious delegation places disclosure decisions with a local agent, yet removing explicit identifiers is insufficient:…

arXiv — cs.AIBy: Dannong Wang, Yuran Zhang, Bian Sun, Alex Stinard, Yuzhang Shang, Song Wang, Yu TianOctober 1, 2026 (Oct 1)
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AI Summary & Key Takeaways

  • Clinical large language model (LLM) agents deployed locally can consult more capable remote models, but doing so risks exposing patient information
  • Privacy-conscious delegation places disclosure decisions with a local agent, yet removing explicit identifiers is insufficient:…
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PrivMeSA: Privacy-Aware Self-Evolving Multi-Agent System for Medicine via Local-Remote LLM Collaboration

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